{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 用气泡图进行对比分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 初始设置\n",
    "\n",
    "首先，导入所需的库，并设置中文字体等。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入所需的库\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as image\n",
    "\n",
    "# 正常显示中文标签\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "# 自动适应布局\n",
    "mpl.rcParams.update({'figure.autolayout': True})\n",
    "\n",
    "# 正常显示负号\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 禁用科学计数法\n",
    "pd.set_option('display.float_format', lambda x: '%.2f' % x) \n",
    "\n",
    "# 定义颜色，主色：蓝色，辅助色：灰色，互补色：橙色\n",
    "colors = {'蓝色':'#00589F', '深蓝色':'#003867', '浅蓝色':'#5D9BCF',\n",
    "          '灰色':'#999999', '深灰色':'#666666', '浅灰色':'#CCCCCC',\n",
    "          '橙色':'#F68F00', '深橙色':'#A05D00', '浅橙色':'#FBC171'}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 定义数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据源路径\n",
    "filepath='./data/气泡图数据源.xlsx'\n",
    "\n",
    "# 读取 Excel文件\n",
    "df = pd.read_excel(filepath)\n",
    "\n",
    "# 定义画图用的数据\n",
    "x = df.点赞率\n",
    "y = df.分享率\n",
    "s = df.阅读量\n",
    "labels = df.文章"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 开始画图\n",
    "\n",
    "用「**面向对象**」的方法画图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用「面向对象」的方法画图，定义图片的大小\n",
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "\n",
    "# 设置标题\n",
    "ax.text(-0.0035, y.max()+0.015, '\\n文章的阅读量、点赞率与分享率\\n', fontsize=26, color=colors['深灰色'])\n",
    "\n",
    "# 定义气泡的基础颜色\n",
    "color = [colors['灰色']]*6\n",
    "# 突出显示点赞率最高的气泡\n",
    "color[x.idxmax()] = colors['蓝色']\n",
    "# 突出显示分享率最高的气泡\n",
    "color[y.idxmax()] = colors['橙色']\n",
    "\n",
    "# 画气泡图\n",
    "ax.scatter(x, y, s, c=color)\n",
    "\n",
    "# 设置刻度范围\n",
    "ax.set_xlim(0, x.max()+0.005)\n",
    "ax.set_ylim(0.01, y.max()+0.01)\n",
    "\n",
    "# 用百分比格式显示坐标轴\n",
    "def to_percent(temp, position=1):\n",
    "    return '%.1f'%(100 * temp) + '%'\n",
    "formatter = mpl.ticker.FuncFormatter(to_percent)\n",
    "ax.yaxis.set_major_formatter(formatter)\n",
    "ax.xaxis.set_major_formatter(formatter)\n",
    "\n",
    "# 设置 X、Y 轴的标题，适当留白\n",
    "ax.text(-0.001, 0, '点赞率', ha='left', fontsize=16, color=colors['深灰色'])\n",
    "ax.text(-0.0035, y.max()+0.01, '分\\n享\\n率', va='top', fontsize=16, color=colors['深灰色'])\n",
    "\n",
    "# 平均值线\n",
    "ax.hlines(y.mean(), 0, 1, color=colors['浅灰色'], lw=1)\n",
    "ax.vlines(x.mean(), 0, 1, color=colors['浅灰色'], lw=1)\n",
    "\n",
    "# 显示标签\n",
    "for i, a, b, c, d in zip(np.arange(len(x)), x, y, labels, s):\n",
    "    ax.text(a-0.001, b, c+'('+str(d)+')', ha='right', va='center', fontsize=15, color=color[i])\n",
    "\n",
    "# 设置边框颜色\n",
    "ax.spines['top'].set_color(colors['灰色'])\n",
    "ax.spines['bottom'].set_color(colors['灰色'])\n",
    "ax.spines['left'].set_color(colors['灰色'])\n",
    "ax.spines['right'].set_color(colors['灰色'])\n",
    "\n",
    "# 隐藏刻度线\n",
    "ax.tick_params(axis='x', which='major', length=0)\n",
    "ax.tick_params(axis='y', which='major', length=0)\n",
    "\n",
    "# 设置坐标标签字体大小和颜色\n",
    "ax.tick_params(labelsize=16, colors=colors['深灰色'])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  }
 ],
 "metadata": {
  "file_extension": ".py",
  "kernelspec": {
   "display_name": "Python 3.7.0 64-bit",
   "language": "python",
   "name": "python37064bit2965220bd7d04cdebdae4cbe7c63b822"
  },
  "language_info": {
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